{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6c88a9d2",
   "metadata": {},
   "source": [
    "# Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d79558d3",
   "metadata": {},
   "source": [
    "## 快速上手"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "99393cb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#suppress pandas future warning\n",
    "#https://stackoverflow.com/a/15778297\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "de4cb3a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# 修改主题分格 style: darkgrid|whitegrid|dark|white|ticks\n",
    "# context: paper|notebook|talk|poster\n",
    "sns.set(style = 'darkgrid', context = 'poster', font='STHeiti')\n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f52625a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (9, 6))\n",
    "\n",
    "x = np.linspace(0, 2 * np.pi, 20)\n",
    "y = np.sin(x)\n",
    "\n",
    "#线形图\n",
    "sns.lineplot(x=x, y=y, color = 'green', ls = '--')\n",
    "sns.lineplot(x=x, y=np.cos(x), color = 'red', ls = '-.')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "115c3b9e",
   "metadata": {},
   "source": [
    "## 各种图形绘制"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3ac1e7c",
   "metadata": {},
   "source": [
    "### 调色板"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f50f3cc",
   "metadata": {},
   "source": [
    "参数 `palette` 用于修改颜色分格，默认有六种选择：`deep, muted, bright, pastel, dark, colorblind`\n",
    "\n",
    "matplotlib 提供了更多的选择，可通过 `plt.colormaps()` 查看"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7141d0c",
   "metadata": {},
   "source": [
    "### 线形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "4f61671c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>timepoint</th>\n",
       "      <th>event</th>\n",
       "      <th>region</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s13</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.017552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s5</td>\n",
       "      <td>14</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.080883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s12</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.081033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s11</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.046134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s10</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.037970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  subject  timepoint event    region    signal\n",
       "0     s13         18  stim  parietal -0.017552\n",
       "1      s5         14  stim  parietal -0.080883\n",
       "2     s12         18  stim  parietal -0.081033\n",
       "3     s11         18  stim  parietal -0.046134\n",
       "4     s10         18  stim  parietal -0.037970"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 900x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "fmri = pd.read_csv('./fmri.csv') # fmri这一核磁共振数据\n",
    "\n",
    "fmri.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2d53c798",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['stim', 'cue'], dtype=object)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fmri['event'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0db7dd9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot(data= fmri,\n",
    "                  x = 'timepoint',#绘制 timepoint 一列\n",
    "                  y = 'signal',#绘制signal一列\n",
    "                  hue = 'event',#根据指定的属性即 event 进行分组\n",
    "                  style = 'event' ,#根据指定的属性即 event 指定样式\n",
    "                  palette='colorblind',#颜色风格\n",
    "                  markers=True,\n",
    "                  markersize = 10)\n",
    "\n",
    "# plt.xlabel('时间节点',fontsize = 30)\n",
    "# plt.savefig('./线形图.png',dpi = 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed12d1c4",
   "metadata": {},
   "source": [
    "### 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "2e230065",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('./tips.csv') # 小费\n",
    "\n",
    "plt.figure(figsize=(9,6))\n",
    "sns.set(style = 'darkgrid',context = 'talk')\n",
    "\n",
    "# 散点图\n",
    "fig = sns.scatterplot(x = 'total_bill', y = 'tip', \n",
    "                      hue = 'time', data = data, \n",
    "                      palette = 'autumn', s = 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97d616f1",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "c1cfa7f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (9,6))\n",
    "sns.set(style = 'whitegrid')\n",
    "\n",
    "tips = pd.read_csv('./tips.csv') # 小费\n",
    "\n",
    "ax = sns.barplot(x = \"day\", y = \"total_bill\", \n",
    "                 data = tips,hue = 'sex',\n",
    "                 palette = 'colorblind',\n",
    "                 capsize = 0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9887e46",
   "metadata": {},
   "source": [
    "### 箱式图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "b0c5b113",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style = 'ticks')\n",
    "tips = pd.read_csv('./tips.csv')\n",
    "ax = sns.boxplot(x=\"day\", y=\"total_bill\", data=tips,palette='colorblind')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8449e55",
   "metadata": {},
   "source": [
    "### 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "e8e2a086",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style = 'dark')\n",
    "x = np.random.randn(5000)\n",
    "sns.histplot(x,kde = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "abab9745",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Count'>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style = 'darkgrid')\n",
    "tips = pd.read_csv('./tips.csv')\n",
    "sns.histplot(x = 'total_bill', data = tips, kde = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c21bfcf0",
   "metadata": {},
   "source": [
    "### 分类散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "87d7d9be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x28981bdd0>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 606x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style = 'darkgrid')\n",
    "exercise = pd.read_csv('./exercise.csv')\n",
    "sns.catplot(x=\"time\", y=\"pulse\", hue=\"kind\", data=exercise)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aab5a4b2",
   "metadata": {},
   "source": [
    "### 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "2ca83b5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='year', ylabel='month'>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x900 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "\n",
    "flights = sns.load_dataset(\"flights\")\n",
    "\n",
    "# 数据透视\n",
    "flights = (\n",
    "    flights\n",
    "    .pivot(index=\"month\", columns=\"year\", values=\"passengers\")\n",
    ")\n",
    "\n",
    "f, ax = plt.subplots(figsize=(9, 6))\n",
    "sns.heatmap(flights, annot=True, fmt=\"d\", linewidths=.5, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c3575c0b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9bf18556",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dea221bd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e40b7ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "805ceb76",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e11c44a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e56728f8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a8053da",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fb843aa",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7a0467b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
